{"id":"W6946525850","doi":"10.34944/dspace/7172","title":"DOES MAJOR MATTER? AN EXAMINATION OF UNDERGRADUATE MAJOR AND MEDICAL SCHOOL ADMISSION","year":2021,"lang":"en","type":"other","venue":"TUScholarShare (Temple University)","topic":"Wood and Agarwood Research","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Entrance exam; CLARITY; Medical school; Construct (python library); Flexibility (engineering); Institution; Curriculum; Variety (cybernetics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000214345,0.00031584,0.0004270068,0.0005047923,0.0001550882,0.00008205616,0.0006154053,0.0006800965,0.1310851],"category_scores_gemma":[0.0002494353,0.0002565663,0.0001050537,0.0003177904,0.0001243173,0.0002214982,0.0004831403,0.0007829043,0.00007286039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001098639,"about_ca_system_score_gemma":0.0003972079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002782631,"about_ca_topic_score_gemma":0.0003916916,"domain_scores_codex":[0.9977871,0.0001952286,0.0002114356,0.0006649152,0.0007912776,0.0003500939],"domain_scores_gemma":[0.998228,0.00007275642,0.0002072564,0.0005615097,0.0001365825,0.0007939345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006768617,0.003581312,0.06749845,0.03714373,0.003567596,0.01056672,0.0008663272,9.792442e-7,0.2668148,0.005063093,0.5188915,0.08532859],"study_design_scores_gemma":[0.003126929,0.0000849329,0.00512056,0.005393482,0.000200443,0.00003752238,0.001303166,0.00002319783,0.0182559,0.0001301568,0.9653552,0.0009685648],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1107317,0.001129406,0.00002491179,0.001361508,0.0002129571,0.0003628169,0.001303093,0.0003230851,0.8845506],"genre_scores_gemma":[0.08214518,0.0004270926,0.0002304229,0.00005533835,0.0002480396,0.000001659586,0.001345267,0.000223903,0.9153231],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4464636,"threshold_uncertainty_score":0.9999887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01745444321798381,"score_gpt":0.2594890073035109,"score_spread":0.2420345640855271,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}